Plan for Fiordland BRUV FLD25

Setup

library(googlesheets4)
library(sf)
library(sfheaders)
library(tidyverse)
library(southernMaps)
library(mapview)
library(terra)
library(tidyterra)
library(rcartocolor)
library(ggnewscale)
library(ggspatial)
library(kableExtra)
library(ggrepel)
theme_set(theme_bw())

Load NZ coastline data

… and convert to sf object.

nztm <- detailed_nz_islands |> st_as_sf()

Marine reserves data

load(file = "data/mr_fiordland.Rdata")

Load strata

strata <- st_read("data/FLD25_Strata.kml")

Reading layer `Strata' from data source 
  `C:\git_projects\fiordland_bruv\data\FLD25_Strata.kml' using driver `KML'
Simple feature collection with 13 features and 2 fields
Geometry type: POLYGON
Dimension:     XYZ
Bounding box:  xmin: 166.3883 ymin: -45.8432 xmax: 167.0177 ymax: -45.47082
z_range:       zmin: 0 zmax: 0
Geodetic CRS:  WGS 84

plot(strata)

Load mark

mark <- png::readPNG("img/mark_blank.png") |> grid::rasterGrob(interpolate=TRUE)

BRUV data

Load from Google Sheet

… and convert to sf object.

fld24 <- read_sheet(
  "https://docs.google.com/spreadsheets/d/1IQfLTiWTQnTGynuF7fUu8htJxKZuIVJw4OK6y9qRfU8",
  sheet="FLD24") |> 
  mutate(Depth = coalesce(`Depth sensor`,`Depth sounder`)) |> 
  st_as_sf(coords = c('Longitude','Latitude'), crs=4326) |> 
  st_join(strata["Name"]) |> 
  filter(Quality %in% c("Good", "OK"))

Write full dataset to csv file (for copying stratum column into BRUVmetadata – actually nah)

read_sheet(
  "https://docs.google.com/spreadsheets/d/1IQfLTiWTQnTGynuF7fUu8htJxKZuIVJw4OK6y9qRfU8",
  sheet="FLD24") |> 
  mutate(Depth = coalesce(`Depth sensor`,`Depth sounder`)) |> 
  st_as_sf(coords = c('Longitude','Latitude'), crs=4326) |> 
  st_join(strata["Name"]) |> 
  write_csv(file = "data/fld24_strata.csv")

✔ Reading from "BRUVmetadata".

✔ Range ''FLD24''.

st_as_s2(): dropping Z and/or M coordinate

Export data for printing

dstrat <- c("DZ1","DZ2","DR2","DZ3","DZ4" )

fld24_toprint <- fld24 |>
  filter(Quality != "BAD") |> 
  as_data_frame() |> 
  transmute(
    SiteID,
    SetRep = substring(OpCode, 7, 13),
    Loc = Location,
    Stratum = Name |> 
      fct_relevel(dstrat),
    Depth,
    lat = st_coordinates(fld24)[,2] |> round(5),
    lon = st_coordinates(fld24)[,1] |> round(5)
  ) |> 
  arrange(Stratum)

Warning: `as_data_frame()` was deprecated in tibble 2.0.0.
ℹ Please use `as_tibble()` (with slightly different semantics) to convert to a
  tibble, or `as.data.frame()` to convert to a data frame.

kable(fld24_toprint)

SiteID	SetRep	Loc	Stratum	Depth	lat	lon
LC01	S02_R01	Luncheon Cove	DZ1	35.9	-45.77672	166.4945
LC02	S02_R02	Luncheon Cove	DZ1	23.0	-45.77042	166.4982
LC03	S02_R03	Luncheon Cove	DZ1	34.0	-45.77522	166.5058
LC08	S02_R05	Luncheon Cove	DZ1	40.0	-45.76553	166.5292
LC06	S02_R06	Luncheon Cove	DZ1	42.0	-45.77145	166.5326
AI08	S03_R02	Anchor Island	DZ1	21.0	-45.73870	166.5252
AI09	S03_R03	Anchor Island	DZ1	38.0	-45.74827	166.5181
AI10	S03_R04	Anchor Island	DZ1	28.0	-45.74457	166.5100
AI11	S03_R05	Anchor Island	DZ1	71.0	-45.74618	166.5016
AI12	S03_R06	Anchor Island	DZ1	71.0	-45.75023	166.5000
AI01	S04_R01	Anchor Island	DZ1	41.8	-45.75005	166.5258
AI02	S04_R02	Anchor Island	DZ1	79.0	-45.74478	166.5167
AI03	S04_R03	Anchor Island	DZ1	20.0	-45.74017	166.5253
LC04	S05_R04	Luncheon Cove	DZ1	86.0	-45.77767	166.5152
LC05	S05_R05	Luncheon Cove	DZ1	45.0	-45.77575	166.5234
LC07	S05_R06	Luncheon Cove	DZ1	30.0	-45.76930	166.5201
OF01	S22_R01	Outer Five Fingers	DZ1	34.0	-45.71893	166.4898
OF02	S22_R02	Outer Five Fingers	DZ1	44.0	-45.72385	166.4839
OF03	S22_R03	Outer Five Fingers	DZ1	25.0	-45.72788	166.4762
OF04	S22_R04	Outer Five Fingers	DZ1	34.0	-45.73192	166.4712
OF05	S22_R05	Outer Five Fingers	DZ1	17.0	-45.73392	166.4650
OF06	S22_R06	Outer Five Fingers	DZ1	31.0	-45.73877	166.4598
EA02	S01_R02	East Anchor	DZ2	23.0	-45.76108	166.5369
EA03	S01_R03	East Anchor	DZ2	79.0	-45.75900	166.5446
EA08	S01_R04	East Anchor	DZ2	17.0	-45.77003	166.5534
EA05	S01_R05	East Anchor	DZ2	65.0	-45.76277	166.5631
EA06	S01_R06	East Anchor	DZ2	86.0	-45.76553	166.5525
AI07	S03_R01	Anchor Island	DZ2	49.1	-45.73245	166.5272
AI04	S04_R04	Anchor Island	DZ2	83.0	-45.73032	166.5401
AI05	S04_R05	Anchor Island	DZ2	54.0	-45.74125	166.5464
AI06	S04_R06	Anchor Island	DZ2	29.0	-45.74172	166.5556
EA01	S05_R01	East Anchor	DZ2	57.0	-45.76440	166.5409
EA04	S05_R02	East Anchor	DZ2	30.0	-45.75715	166.5584
EA07	S05_R03	East Anchor	DZ2	38.0	-45.77055	166.5717
RI01	S08_R01	Resolution Island	DZ2	19.2	-45.72102	166.5831
RI02	S08_R02	Resolution Island	DZ2	34.0	-45.71980	166.5733
PP02	S08_R05	Pigeon & Parrot Islands	DZ2	40.0	-45.71513	166.5280
PP03	S08_R06	Pigeon & Parrot Islands	DZ2	32.0	-45.72005	166.5267
LI02	S17_R02	Long Island	DZ2	30.0	-45.77093	166.6043
LI03	S17_R03	Long Island	DZ2	23.0	-45.77240	166.6003
LI04	S17_R04	Long Island	DZ2	25.0	-45.77600	166.6013
PH01	S19_R01	Pickersgill Harbour	DZ2	31.5	-45.79447	166.5908
PH02	S19_R02	Pickersgill Harbour	DZ2	33.0	-45.79415	166.5842
PH03	S19_R03	Pickersgill Harbour	DZ2	42.0	-45.79445	166.5934
PH04	S19_R04	Pickersgill Harbour	DZ2	32.0	-45.78363	166.5830
PH05	S19_R05	Pickersgill Harbour	DZ2	81.0	-45.78190	166.6001
ES01	S21_R01	Earshell Cove	DZ2	31.2	-45.72475	166.5894
ES02	S21_R02	Earshell Cove	DZ2	48.0	-45.72678	166.5842
ES03	S21_R03	Earshell Cove	DZ2	21.0	-45.73117	166.5777
ES04	S21_R04	Earshell Cove	DZ2	46.0	-45.73853	166.5701
ES05	S21_R05	Earshell Cove	DZ2	60.0	-45.74320	166.5735
ES06	S21_R06	Earshell Cove	DZ2	52.7	-45.74770	166.5760
FH01	S23_R01	Fixed Head	DZ2	25.0	-45.76270	166.5871
FH02	S23_R02	Fixed Head	DZ2	45.0	-45.75477	166.6083
FH03	S23_R03	Fixed Head	DZ2	18.0	-45.74933	166.6143
FF01	S06_R01	Five Fingers	DR2	31.1	-45.70582	166.5711
FF02	S06_R02	Five Fingers	DR2	52.0	-45.70425	166.5616
FF03	S06_R03	Five Fingers	DR2	63.0	-45.70360	166.5512
FF04	S06_R04	Five Fingers	DR2	86.0	-45.70063	166.5412
FF05	S06_R05	Five Fingers	DR2	25.0	-45.69333	166.5438
FF06	S06_R06	Five Fingers	DR2	18.0	-45.69175	166.5565
FF07	S07_R01	Five Fingers	DR2	28.5	-45.68888	166.5305
FF08	S07_R02	Five Fingers	DR2	28.0	-45.69353	166.5240
FF09	S07_R03	Five Fingers	DR2	27.0	-45.69867	166.5181
FF10	S07_R04	Five Fingers	DR2	26.0	-45.70330	166.5104
FF11	S07_R05	Five Fingers	DR2	18.0	-45.70938	166.5012
FF12	S07_R06	Five Fingers	DR2	41.0	-45.71433	166.4979
RI03	S08_R03	Resolution Island	DR2	25.0	-45.71353	166.5591
PP01	S08_R04	Pigeon & Parrot Islands	DR2	39.0	-45.70965	166.5481
SI05	S09_R05	Shag Island	DZ3	35.0	-45.74290	166.7680
SI06	S09_R06	Shag Island	DZ3	28.0	-45.74382	166.7570
SI11	S15_R05	Shag Island	DZ3	64.0	-45.74245	166.7635
SI12	S15_R06	Shag Island	DZ3	45.0	-45.74392	166.7555
II01	S16_R01	Indian Island	DZ3	28.0	-45.76110	166.6465
II02	S16_R02	Indian Island	DZ3	57.0	-45.76187	166.6405
II03	S16_R03	Indian Island	DZ3	36.0	-45.76823	166.6378
II04	S16_R04	Indian Island	DZ3	46.0	-45.76727	166.6315
II05	S16_R05	Indian Island	DZ3	28.0	-45.77097	166.6236
II06	S16_R06	Indian Island	DZ3	47.0	-45.76517	166.6241
LI01	S17_R01	Long Island	DZ3	14.2	-45.76587	166.6148
LI05	S17_R05	Long Island	DZ3	38.0	-45.77637	166.6087
LI06	S17_R06	Long Island	DZ3	69.0	-45.77782	166.6129
CL01	S18_R01	Curlew Island	DZ3	38.7	-45.78558	166.6075
CL02	S18_R02	Curlew Island	DZ3	42.0	-45.78937	166.6088
CL03	S18_R03	Curlew Island	DZ3	38.0	-45.79812	166.6120
CL04	S18_R04	Curlew Island	DZ3	21.0	-45.80265	166.5988
CL05	S18_R05	Curlew Island	DZ3	33.0	-45.80528	166.5881
CL06	S18_R06	Curlew Island	DZ3	68.0	-45.79398	166.5990
PH06	S19_R06	Pickersgill Harbour	DZ3	79.0	-45.79087	166.6021
DC01	S20_R01	Duck Cove	DZ3	25.0	-45.74697	166.6567
DC02	S23_R04	Duck Cove	DZ3	46.0	-45.74255	166.6531
DC03	S23_R05	Duck Cove	DZ3	17.0	-45.74692	166.6521
DC04	S23_R06	Duck Cove	DZ3	45.0	-45.74880	166.6580
BW01	S24_R01	Bowen Channel	DZ3	32.8	-45.73972	166.6971
BW02	S24_R02	Bowen Channel	DZ3	53.0	-45.73017	166.7091
BW03	S24_R03	Bowen Channel	DZ3	36.0	-45.72955	166.7153
BW04	S24_R04	Bowen Channel	DZ3	20.0	-45.72763	166.7263
BW05	S24_R05	Bowen Channel	DZ3	51.0	-45.73610	166.7239
BW06	S24_R06	Bowen Channel	DZ3	22.0	-45.74022	166.7223
SI01	S09_R01	Shag Island	DZ4	49.6	-45.74372	166.7880
SI02	S09_R02	Shag Island	DZ4	29.0	-45.73778	166.7870
SI03	S09_R03	Shag Island	DZ4	24.0	-45.73197	166.7870
SI04	S09_R04	Shag Island	DZ4	36.0	-45.73337	166.7697
EC01	S10_R01	East Cooper Island	DZ4	36.4	-45.73463	166.9211
EC03	S10_R03	East Cooper Island	DZ4	30.0	-45.73527	166.8988
EC04	S10_R04	East Cooper Island	DZ4	28.0	-45.73700	166.8860
EC05	S10_R05	East Cooper Island	DZ4	70.0	-45.72872	166.8818
EC06	S10_R06	East Cooper Island	DZ4	58.0	-45.72575	166.8994
SC01	S11_R01	Supper Cove	DZ4	25.4	-45.70307	166.9534
SC02	S11_R02	Supper Cove	DZ4	55.0	-45.70700	166.9553
SC03	S11_R03	Supper Cove	DZ4	64.0	-45.71162	166.9528
SC04	S11_R04	Supper Cove	DZ4	65.0	-45.70937	166.9479
SC05	S11_R05	Supper Cove	DZ4	54.0	-45.70732	166.9435
SC06	S11_R06	Supper Cove	DZ4	23.0	-45.70253	166.9462
SH01	S12_R01	Shark Cove	DZ4	71.4	-45.72023	166.9660
SH02	S12_R02	Shark Cove	DZ4	51.0	-45.71955	166.9714
SH03	S12_R03	Shark Cove	DZ4	28.0	-45.71705	166.9761
SH04	S12_R04	Shark Cove	DZ4	33.0	-45.72855	166.9508
SH05	S12_R05	Shark Cove	DZ4	51.0	-45.73150	166.9468
SH06	S12_R06	Shark Cove	DZ4	32.0	-45.72108	166.9484
FB01	S13_R01	Cooper Island	DZ4	27.0	-45.73793	166.8813
FB02	S13_R02	Cooper Island	DZ4	45.0	-45.74085	166.8779
FB03	S13_R03	Cooper Island	DZ4	52.0	-45.74118	166.8691
FB04	S13_R04	Cooper Island	DZ4	27.0	-45.75247	166.8626
FB05	S13_R05	Fanny Bay	DZ4	62.0	-45.76213	166.8347
FB06	S13_R06	Fanny Bay	DZ4	71.0	-45.77178	166.8419
NC01	S14_R01	North Cooper Island	DZ4	55.0	-45.71055	166.8425
NC02	S14_R02	North Cooper Island	DZ4	32.0	-45.70575	166.8288
NC03	S14_R03	North Cooper Island	DZ4	85.0	-45.71613	166.7994
NC04	S14_R04	North Cooper Island	DZ4	18.0	-45.71837	166.7825
NC05	S14_R05	North Cooper Island	DZ4	28.0	-45.72338	166.7607
NC06	S14_R06	North Cooper Island	DZ4	18.0	-45.72658	166.7987
SI07	S15_R01	Shag Island	DZ4	42.1	-45.72988	166.7899
SI08	S15_R02	Shag Island	DZ4	36.0	-45.73352	166.7811
SI09	S15_R03	Shag Island	DZ4	46.0	-45.73128	166.7773
SI10	S15_R04	Shag Island	DZ4	15.0	-45.73295	166.7671

# fld24_toprint |> write_csv(file = "data/fld24_toprint.csv")

First mapviews

mapview(fld24)

map_fiordland24 <- fld24 |> 
  mutate(Depth = -Depth) |> 
  mapview(zcol="Depth", layer.name = "BRUV drops (Depth)") +
  mapview(mr_fiordland |> 
            filter(Name %in% c(
              "Moana Uta (Wet Jacket Arm) Marine Reserve",
              "Taumoana (Five Finger Peninsula) Marine Reserve"
              )), 
          layer.name = "Marine Reserves", 
          col.region = "yellow")

map_fiordland24

saveRDS( map_fiordland24, "maps/map_fiordland24.rds")
mapshot(map_fiordland24, url = "maps/map_fiordland24.html")

nrow(fld24)

[1] 136

fld24 |> 
  group_by(Quality) |> 
  summarise(n = n())

Simple feature collection with 2 features and 2 fields
Geometry type: MULTIPOINT
Dimension:     XY
Bounding box:  xmin: 166.4598 ymin: -45.80528 xmax: 166.9761 ymax: -45.68888
Geodetic CRS:  WGS 84
# A tibble: 2 × 3
  Quality     n                                                         geometry
  <chr>   <int>                                                 <MULTIPOINT [°]>
1 Good      120 ((166.5305 -45.68888), (166.524 -45.69353), (166.5012 -45.70938…
2 OK         16 ((166.465 -45.73392), (166.4979 -45.71433), (166.6521 -45.74692…

fld24 |> 
  group_by(`Repeat site from 2021`) |> 
  summarise(n = n())

Simple feature collection with 2 features and 2 fields
Geometry type: MULTIPOINT
Dimension:     XY
Bounding box:  xmin: 166.4598 ymin: -45.80528 xmax: 166.9761 ymax: -45.68888
Geodetic CRS:  WGS 84
# A tibble: 2 × 3
  `Repeat site from 2021`     n                                         geometry
  <chr>                   <int>                                 <MULTIPOINT [°]>
1 No                        112 ((166.5305 -45.68888), (166.524 -45.69353), (16…
2 Yes                        24 ((166.5152 -45.77767), (166.5058 -45.77522), (1…

fld24  |>
  filter(Quality != "BAD") |> 
  summarise(
  min = min(Depth),
  max = max(Depth),
  mean = mean(Depth),
  median = median(Depth)
  )

Simple feature collection with 1 feature and 4 fields
Geometry type: MULTIPOINT
Dimension:     XY
Bounding box:  xmin: 166.4598 ymin: -45.80528 xmax: 166.9761 ymax: -45.68888
Geodetic CRS:  WGS 84
# A tibble: 1 × 5
    min   max  mean median                                              geometry
  <dbl> <dbl> <dbl>  <dbl>                                      <MULTIPOINT [°]>
1  14.2    86  40.8     36 ((166.5305 -45.68888), (166.524 -45.69353), (166.501…

fld24 |>
  filter(Quality != "Bad") |> 
  group_by(Name) |> 
  summarise(n = n()) |> 
  st_drop_geometry() |> 
  kableExtra::kable()

Name	n
DR2	14
DZ1	22
DZ2	33
DZ3	30
DZ4	37

fld24 |> filter(Quality != "Bad") |> ggplot() + aes(x=Depth) + geom_histogram() 

`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

fld24 |>
  filter(Quality != "Bad") |> 
  ggplot() + aes(x=Depth) + geom_histogram() + facet_wrap(vars(Name))

`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Depths

fld24 |> 
  ggplot() +
  aes(x = `Depth sounder`, y = `Depth sensor`) +
  geom_point() +
  geom_abline(slope=1, intercept = 0)

Warning: Removed 24 rows containing missing values or values outside the scale range
(`geom_point()`).

Mappy map map

bathy_tamatea <- readRDS("data/bathy_tamatea.rds")

lim_tamatea_nzmg <- ext( c(2000000, 2042000, 5464000, 5488000) )

Points and strata 2024

ggmap_fld24_strata <- ggplot() +
  
  geom_spatraster(data = bathy_tamatea) +
  
  scale_fill_hypso_c(name = "Depth (m)", palette="colombia_bathy") +
  new_scale_fill() +
  
  geom_sf(
    data = strata |> 
      filter(Name %in% dstrat),
    aes(fill = Name),
    colour = 'black',
    alpha = .5
  ) +
  
  geom_sf(data = nztm, fill='grey40', colour=NA) +
  
  geom_sf(data = fld24, size = 2, color = "black") +
  
  geom_sf_text(
    data = strata |> 
      filter(Name %in% dstrat), 
    aes(label = Name), 
    colour = "white",
    nudge_y = c(-1500,0,0,0,0)) +  # Label strata
  
  scale_fill_brewer(name = "Stratum", palette = "Set2")  +

  # scale_fill_viridis_d(name = "Stratum", option = "C", alpha = 0.7) +
  
  scale_x_continuous(limits = lim_tamatea_nzmg[1:2], 
                     expand = c(0, 0)) +
  scale_y_continuous(limits = lim_tamatea_nzmg[3:4], 
                     expand = c(0, 0)) +
  
  annotation_scale(location = "br") +
  
  annotate("text", label = "Sea Through Science Ltd.") +
  
  xlab("") + ylab("")

<SpatRaster> resampled to 500760 cells.

ggmap_fld24_strata

ggmap_fld24_strata + 
  annotation_custom(mark, xmin = 2031500, xmax = 2042000, ymin = 5464000, ymax = 5470000)

ggsave("maps/ggmap_fld24_strata.png", width = 10, height = 6, dpi = 300)

Strata with Breaksea too

get bbox

strata_nzmg <- strata |> 
  st_transform(strata, crs = 27200)

bbox_strata <- strata_nzmg |> 
  st_bbox()

bbox_strata

   xmin    ymin    xmax    ymax 
1995923 5464579 2042666 5507907 

ggmap_allstrata <- ggplot() +

  # geom_spatraster(data = bathy_tamatea, alpha = 0.1) +
  # 
  # scale_fill_hypso_c(name = "Depth (m)", palette="colombia_bathy") +
  # new_scale_fill() +
  
  geom_sf(
    data = strata_nzmg |> 
    st_transform(strata, crs = 27200),
    aes(fill = Name),
    colour = 'black',
    alpha = .5
  ) +
  
  geom_sf(data = nztm, fill='grey40', colour=NA) +
  
  geom_sf(data = fld24, size = 2, color = "black", alpha = .5) +
  
  geom_sf_text(
    data = strata,
    aes(label = Name),
    colour = "black",
    fontface = "bold",
    nudge_y = c(0,0,0,500,-1500,0,0,0,0,0,0,0,0)
    ) +  # Label strata
  
  # scale_fill_brewer(name = "Stratum", palette = "Set2")  +

  scale_x_continuous(limits = c(bbox_strata["xmin"], bbox_strata["xmax"]), 
                     expand = c(0, 0)) +
  scale_y_continuous(limits = c(bbox_strata["ymin"], bbox_strata["ymax"]), 
                     expand = c(0, 0)) +
  
  annotation_scale(location = "br") +
  
  annotate("text", label = "Sea Through Science Ltd.") +
  
  xlab("") + ylab("") +
  
  theme(legend.position = "none")

ggmap_allstrata

ggmap_allstrata + 
  annotation_custom(mark, xmin = 2031500, xmax = 2042000, ymin = 5464000, ymax = 5470000)

ggsave("maps/ggmap_allstrata.png", width = 8, height = 8, dpi = 300)
ggsave("maps/ggmap_allstrata.pdf", width = 8, height = 8)

Labelled map of 2024 sites

ggmap_fld24_labels <- 
  ggmap_fld24_strata +
  geom_label_repel(
    data = fld24, # |> 
      # mutate(
      #   X = st_coordinates(fld24)[,1],
      #   Y = st_coordinates(fld24)[,2]
      # ),
    aes(label = SiteID, geometry = geometry), 
    stat = "sf_coordinates",
    # size = 1,
    max.overlaps = 12,
    alpha = 0.6,
    box.padding = 0.05, 
    point.padding = 0.05,
    min.segment.length = 0)
 
ggmap_fld24_labels

ggmap_fld24_labels + 
  annotation_custom(mark, xmin = 2031500, xmax = 2042000, ymin = 5464000, ymax = 5470000)

ggsave("maps/ggmap_fld24_labels.png", width = 18, height = 13, dpi = 300)
ggsave("maps/ggmap_fld24_labels.pdf", width = 18, height = 13)

Points and reserves

ggmap_fld24 <- ggplot() +
  
  geom_spatraster(data = bathy_tamatea) +
  
  geom_sf(
    data = mr_fiordland, 
    fill = "yellow", col = NA, alpha = .3
    ) +
  
  geom_sf(data = nztm, fill='grey40', colour=NA) +
  
  geom_sf(
    data = fld24,
    size = 2
  ) +
  
  scale_fill_hypso_c(name = "Depth (m)", palette="colombia_bathy") +
  
  new_scale_fill() +
  
  scale_x_continuous(limits = lim_tamatea_nzmg[1:2], 
                     expand = c(0, 0)) +
  scale_y_continuous(limits = lim_tamatea_nzmg[3:4], 
                     expand = c(0, 0)) +
  
  annotation_scale(location = "br") +
  
  annotate("text", label = "Sea Through Science Ltd.")

<SpatRaster> resampled to 500760 cells.

ggmap_fld24

ggmap_fld24 + 
  annotation_custom(mark, xmin = 2031500, xmax = 2042000, ymin = 5464000, ymax = 5470000)

ggsave("maps/ggmap_fld24.png", width = 10, height = 6, dpi = 300)